Through Mendelian randomization analysis, five exposure factors were screened out, including coronary atherosclerosis, cell adhesion molecule 3, dipeptidase 1, THOP1, and dipeptidyl peptidase 2. Here, CADM3 is linked to coronary atherosclerosis.